Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-16T22:12:40.169007+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-16T22:12:40.169007+00:00",
"frameworkAttemptedAt": "2026-09-16T20:37:36.627773+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18933,
"successRate": 0.48190287110568114,
"wilsonLowerBound": 0.47696392031609386
},
"vllm": {
"framework": "vllm",
"modelCount": 52233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14681,
"successRate": 0.2810675243619934,
"wilsonLowerBound": 0.2772286569793075
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 680,
"successRate": 0.2745256358498183,
"wilsonLowerBound": 0.2573099177256307
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14264,
"successRate": 0.43885179829554194,
"wilsonLowerBound": 0.4334643308426949
},
"vllm": {
"framework": "vllm",
"modelCount": 37245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10611,
"successRate": 0.28489730165122834,
"wilsonLowerBound": 0.280335606892921
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3617,
"successRate": 0.43567814984341124,
"wilsonLowerBound": 0.42504409319602304
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12071,
"successRate": 0.1889341054938175,
"wilsonLowerBound": 0.18591739331860657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3304,
"successRate": 0.20012113870381587,
"wilsonLowerBound": 0.1940882419370684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 51,
"successRate": 0.008812856402280975,
"wilsonLowerBound": 0.00670950133287407
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3212,
"successRate": 0.12302742454420101,
"wilsonLowerBound": 0.11909838938127634
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10168256089412622,
"wilsonLowerBound": 0.09715830306169429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4548,
"successRate": 0.4235031194710867,
"wilsonLowerBound": 0.41418664004500805
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15677737695401583,
"wilsonLowerBound": 0.15224319425109478
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 41964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10543,
"successRate": 0.25123915737298635,
"wilsonLowerBound": 0.2471122012044241
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3052,
"successRate": 0.13168795305488437,
"wilsonLowerBound": 0.12739533392660884
},
"vllm": {
"framework": "vllm",
"modelCount": 86588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11276389338014506,
"wilsonLowerBound": 0.11067420815224692
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39927,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4901,
"successRate": 0.1227490169559446,
"wilsonLowerBound": 0.11956646346479059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3372,
"successRate": 0.111243072050673,
"wilsonLowerBound": 0.10775243251634917
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20857,
"successRate": 0.23625159996828382,
"wilsonLowerBound": 0.23346103683475566
},
"transformers": {
"framework": "transformers",
"modelCount": 5147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10977268311637847,
"wilsonLowerBound": 0.10152158033165373
},
"vllm": {
"framework": "vllm",
"modelCount": 112498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14672260840192713,
"wilsonLowerBound": 0.14466702052400063
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3366,
"successRate": 0.20294224044374773,
"wilsonLowerBound": 0.1968904351159224
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.13017972748732093,
"wilsonLowerBound": 0.12702439755054418
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 524,
"successRate": 0.07997557997557997,
"wilsonLowerBound": 0.0736508027370214
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5447,
"successRate": 0.17674735544162504,
"wilsonLowerBound": 0.17252882569403258
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12388,
"successRate": 0.2036829990134824,
"wilsonLowerBound": 0.20050099958682271
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2113,
"successRate": 0.2922949232258957,
"wilsonLowerBound": 0.28192280094488975
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3237,
"successRate": 0.25952056441914534,
"wilsonLowerBound": 0.25190212990001654
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16458,
"successRate": 0.2733841630537699,
"wilsonLowerBound": 0.26983835219619134
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46387,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20249,
"successRate": 0.4365231638174489,
"wilsonLowerBound": 0.4320152479252347
},
"vllm": {
"framework": "vllm",
"modelCount": 36215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3309,
"successRate": 0.09137097887615629,
"wilsonLowerBound": 0.0884465348647399
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 735,
"successRate": 0.07336793771211819,
"wilsonLowerBound": 0.06842393454370647
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2447,
"successRate": 0.4221877156659765,
"wilsonLowerBound": 0.4095277276933134
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7372,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031877373846988605,
"wilsonLowerBound": 0.028104591006162857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3766,
"successRate": 0.33469605403483826,
"wilsonLowerBound": 0.3260345791816279
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13306,
"successRate": 0.5066250380749314,
"wilsonLowerBound": 0.5005779631358126
},
"vllm": {
"framework": "vllm",
"modelCount": 61766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6139,
"successRate": 0.0993912508499822,
"wilsonLowerBound": 0.09705658833614847
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1755,
"successRate": 0.14195583596214512,
"wilsonLowerBound": 0.13591487681628772
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-16T22:26:49.452267+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1063.6444444444444,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7971444165656856,
"queueFactor": 0.9933233491384462,
"queueWeight": 0.9933233491384462,
"recentSuccess": 44,
"recentSuccessRate": 0.32592592592592595,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.2526269752404716,
"running": 9,
"selectionWeight": 1.7851455107484857,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 23932
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1414.55,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9517379131998773,
"queueWeight": 0.9517379131998773,
"recentSuccess": 45,
"recentSuccessRate": 0.375,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.2935229130478532,
"running": 10,
"selectionWeight": 2.379344782999693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 28291
},
"Biren_166m": {
"available": true,
"backlogHours": 135.09756097560975,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.06910569105691057,
"recentTerminal": 246,
"recentWilsonLowerBound": 0.04359015286150122,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.0,
"waiting": 5539
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1439.15625,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6592869098291836,
"queueFactor": 0.9492791089694557,
"queueWeight": 0.9492791089694557,
"recentSuccess": 16,
"recentSuccessRate": 0.25,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.16014791974174092,
"running": 7,
"selectionWeight": 0.6258472903178732,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 15351
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 445.38461538461536,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.243596503905342,
"queueFactor": 1.1318785606232824,
"queueWeight": 1.1318785606232824,
"recentSuccess": 20,
"recentSuccessRate": 0.15384615384615385,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.101853111526678,
"running": 7,
"selectionWeight": 0.2757216602132423,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 9650
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.02105263157895,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.02894736842105263,
"recentTerminal": 380,
"recentWilsonLowerBound": 0.016239022863567227,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.333333333333336,
"waiting": 2598
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 111.66812227074236,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3712079038011761,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.16593886462882096,
"recentTerminal": 229,
"recentWilsonLowerBound": 0.12334786818340253,
"running": 4,
"selectionWeight": 0.48257027494152893,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.166666666666664,
"waiting": 4262
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2532.315789473684,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2235368681642667,
"queueFactor": 0.8721324304347501,
"queueWeight": 0.8721324304347501,
"recentSuccess": 13,
"recentSuccessRate": 0.34210526315789475,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.21212220026458956,
"running": 2,
"selectionWeight": 1.0670861825586242,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 16038
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 559.8196721311476,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5125321030565895,
"queueFactor": 1.0937117861669834,
"queueWeight": 1.0937117861669834,
"recentSuccess": 25,
"recentSuccessRate": 0.20491803278688525,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.14282861339624775,
"running": 9,
"selectionWeight": 0.5605624019019428,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 11383
},
"MetaX_c-500": {
"available": true,
"backlogHours": 866.3703703703703,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7752752113534045,
"queueFactor": 1.0243646358287413,
"queueWeight": 1.0243646358287413,
"recentSuccess": 28,
"recentSuccessRate": 0.345679012345679,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.25122495242562354,
"running": 4,
"selectionWeight": 1.818529145373822,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 11696
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1965.04,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5627843659838936,
"queueFactor": 0.9059503691214258,
"queueWeight": 0.9059503691214258,
"recentSuccess": 25,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.23708065705320358,
"running": 4,
"selectionWeight": 1.4158050732203018,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 24563
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2327.85,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8603644687112046,
"queueFactor": 0.8832158754702825,
"queueWeight": 0.8832158754702825,
"recentSuccess": 12,
"recentSuccessRate": 0.3,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.18074670915695296,
"running": 2,
"selectionWeight": 0.7598875574562911,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15519
},
"Vastai_va16": {
"available": true,
"backlogHours": 2011.142857142857,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.15592572267650812,
"queueFactor": 0.9028044216205845,
"queueWeight": 0.9028044216205845,
"recentSuccess": 7,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.08315811295836503,
"running": 16,
"selectionWeight": 0.14077043187673657,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 14078
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 970.7294117647059,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1700261328874404,
"queueFactor": 1.0070369069083254,
"queueWeight": 1.0070369069083254,
"recentSuccess": 25,
"recentSuccessRate": 0.29411764705882354,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.20785389608177998,
"running": 7,
"selectionWeight": 1.1782594978648773,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.166666666666666,
"waiting": 13752
}
},
"queueAttemptedAt": "2026-09-16T22:21:08.410868+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-16T22:21:08.410868+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}